Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "150"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 150 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 225 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 218 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_30254/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 150, Node 15:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 34.110477 18.191747 70.021557 82.450668 21.830056 26.846503 40.096399 32.359824 0.0577 0.0700 0.0088 1.362062 1.334218
2459593 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 28.683512 17.194554 81.342711 88.150998 31.167331 37.415873 25.051066 12.632440 0.0554 0.0613 0.0034 1.325161 1.299173
2459592 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 2.533217 1.521941 7.031703 8.888837 2.555799 2.714615 4.090599 0.669153 0.1654 0.1701 0.0149 nan nan
2459591 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.603935 19.533801 95.928715 102.271596 26.996473 32.580283 13.860335 2.595667 0.0536 0.0582 0.0024 1.333786 1.340482
2459590 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 34.626067 24.003907 88.929056 95.279404 28.931600 35.060275 20.716852 6.282665 0.0522 0.0574 0.0037 1.326802 1.281149
2459589 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 31.105284 21.269158 82.758807 88.295106 17.013509 22.445653 24.119511 17.872882 0.0527 0.0592 0.0044 1.323591 1.299301
2459588 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 35.682184 16.522450 97.341712 108.064757 22.325917 25.037444 24.728020 13.406101 0.0551 0.0634 0.0057 1.346430 1.339901
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 29.230427 21.251471 134.542707 144.156427 7.094028 8.882149 21.445597 16.611905 nan nan nan 1.500919 1.506805
2459586 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.087235 18.032960 31.509869 33.185935 10.015708 11.533471 24.263038 7.004523 0.0452 0.0485 0.0013 1.327132 1.280010
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.360061 25.563753 10.348531 11.738859 8.918408 9.968185 9.429660 6.502798 0.1298 0.1433 0.0152 0.000000 0.000000
2459584 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.552454 24.975171 112.294933 118.647864 15.609161 18.272246 30.769680 30.891580 0.0426 0.0430 0.0009 1.619101 1.604595
2459583 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459582 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.925234 16.392001 31.458095 33.459204 23.803989 28.486704 1.039571 1.497457 0.0506 0.0515 0.0011 1.301790 1.297714
2459581 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.181716 22.982563 36.426198 37.768812 18.830430 22.860363 1.400869 1.566224 0.0549 0.0572 0.0008 1.371447 1.370300
2459580 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.953747 17.480715 36.575223 38.677647 20.865095 24.213135 0.838753 1.314241 0.0537 0.0551 0.0009 1.333683 1.310825
2459579 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.704573 17.316539 41.412671 43.933967 23.313894 27.477402 2.965096 3.506121 0.0500 0.0517 0.0010 1.267070 1.263086
2459578 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 1.940753 1.581768 3.277976 3.614627 1.270118 1.542909 4.434391 5.630547 0.1476 0.1504 0.0144 nan nan
2459577 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.750985 22.336021 33.810442 35.270054 20.772055 25.114516 1.198251 1.597443 0.0538 0.0562 0.0010 1.336445 1.333059
2459576 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.347526 16.238853 25.704263 27.072489 18.983878 22.096460 1.967669 2.107146 0.0533 0.0567 0.0008 1.262844 1.269921
2459575 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.059119 17.933118 26.641543 28.124913 15.710687 17.135990 7.288595 6.340239 0.0581 0.0627 0.0017 1.205362 1.204412
2459574 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.940248 16.439426 25.564513 26.885098 20.566626 24.343157 1.845295 1.553758 0.0506 0.0528 0.0008 1.252462 1.252662
2459573 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.695922 16.816212 44.023883 46.297149 24.644086 28.298147 2.257906 3.151684 0.0520 0.0533 0.0013 1.239040 1.233035
2459572 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.526851 16.968569 25.676414 27.043121 15.805215 18.170254 4.204592 5.253754 0.0563 0.0590 0.0008 1.364056 1.359628
2459571 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459570 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.870653 19.294870 27.255119 28.536748 1.277619 1.813311 4.529737 4.873687 0.0587 0.0647 0.0032 0.000000 0.000000
2459569 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.106228 20.211236 33.760244 35.060385 10.507116 10.872125 8.323612 9.008697 0.0680 0.0814 0.0071 1.306831 1.310535
2459566 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.260622 15.929681 33.569814 35.109186 18.910621 21.691670 0.378600 0.750407 0.0464 0.0473 0.0012 1.319342 1.315228
2459565 RF_maintenance 100.00% - - - 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.600011 14.538898 35.362225 37.091636 2.225803 2.395804 0.921288 1.281580 0.0516 0.0550 0.0016 1.323002 1.301734
2459563 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.675236 16.359009 67.571206 70.763615 19.584918 22.307662 1.946894 2.452923 0.0537 0.0559 0.0014 1.315398 1.322515
2459562 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.701470 10.451707 17.469728 18.332588 2.464612 2.715687 1.300999 1.630468 0.0524 0.0551 0.0009 1.301301 1.291749
2459561 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.460625 11.218671 16.660873 17.487780 2.794082 2.977638 2.072903 2.508500 0.0493 0.0517 0.0010 1.280819 1.278975
2459560 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459559 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.310629 13.064644 18.657896 19.442671 2.836496 3.398635 1.744163 2.110371 0.0527 0.0551 0.0009 1.284945 1.272950
2459558 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.084678 17.252667 35.057495 37.233166 21.523228 23.376349 2.352040 2.877068 0.0502 0.0522 0.0010 1.313089 1.293770
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.1594 0.1556 0.0185 nan nan
2459556 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.700907 17.923057 37.843025 40.275682 19.438447 21.069611 5.196495 6.917840 0.0482 0.0493 0.0005 1.313086 1.304040
2459554 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0510 0.0519 0.0011 nan nan
2459553 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0560 0.0559 0.0011 nan nan
2459552 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.542997 21.465813 51.021270 53.134382 28.905775 32.135468 4.225553 4.538240 0.0508 0.0508 0.0018 1.024324 1.021553
2459551 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.798358 10.447911 20.653278 21.552634 3.385627 4.233398 2.039146 2.398772 0.0486 0.0517 0.0017 1.308162 1.292450
2459550 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0801 0.1183 0.0127 nan nan
2459549 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459542 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.243587 23.394277 77.604307 80.775543 1.138569 1.995913 1.703595 2.050739 0.0555 0.0664 0.0070 1.380723 1.359417
2459541 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.269544 10.001782 36.162100 37.548538 260.589773 270.946148 21.184860 16.630872 0.0501 0.0579 0.0054 1.329253 1.326438
2459540 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.942948 16.714506 17.403719 18.464342 4.014278 5.159323 1.143415 1.469110 0.0546 0.0607 0.0048 1.292704 1.281068
2459536 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.705507 27.950414 66.330051 68.839279 29.371837 31.557489 4.588030 4.890457 0.0486 0.0491 0.0014 0.000000 0.000000
2459535 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.693638 13.126725 16.185956 16.962257 2.247287 5.487979 0.761909 1.211344 0.0625 0.0653 0.0054 1.078245 1.079857
2459534 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.276749 13.435718 15.055209 15.708450 2.267368 3.825227 0.615904 0.728334 0.0526 0.0540 0.0050 0.000000 0.000000
2459533 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.955358 20.097686 35.872101 37.661502 17.884346 20.702238 2.485582 3.431427 0.0467 0.0470 0.0014 0.000000 0.000000
2459532 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.203626 23.620320 48.276790 50.967794 22.243777 25.572922 1.762206 2.328948 0.0505 0.0507 0.0013 1.199431 1.178883
2459530 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459522 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459513 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 1.786130 1.508043 3.224918 3.826946 0.502590 4.444307 3.494567 5.513754 0.1357 0.1948 0.0160 nan nan
2459508 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.754873 30.719197 50.666124 53.381565 18.079970 15.593079 12.889509 14.855935 0.0615 0.0801 0.0154 0.000000 0.000000
2459505 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.515591 31.886226 47.365298 51.559700 7.345721 10.408085 2.627022 3.623858 0.0505 0.0500 0.0045 1.305099 1.280784
2459503 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 28.613613 30.351180 83.574393 87.048609 33.874171 33.397844 3.722668 4.804079 0.0441 0.0401 0.0078 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 150: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 6.416113 3.422586 4.058317 6.074504 6.416113 1.605095 1.226632 1.611298 1.967346

Antenna 150: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Temporal Variability 23.683568 17.213150 15.130718 13.604259 12.596824 21.994896 23.683568 6.830061 5.957858

Antenna 150: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Temporal Variability 37.277225 22.201062 26.228053 10.117503 10.438305 36.153860 37.277225 7.371650 7.911147

Antenna 150: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 92.844767 27.802319 24.198949 92.844767 89.533138 19.919444 22.402964 14.049491 12.799686

Antenna 150: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 37.359058 14.265000 16.892440 35.508321 37.359058 5.135530 4.115700 8.103178 9.148358

Antenna 150: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 35.490435 16.480218 13.905972 35.490435 33.749118 3.889819 4.681957 6.526497 5.895333

Antenna 150: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 61.338507 25.911426 22.323798 61.338507 58.682477 13.139755 15.522714 8.415823 7.606440

Antenna 150: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 77.973693 30.127006 25.763326 77.973693 74.532066 17.022071 19.711120 7.557738 6.930935

Antenna 150: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 150: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 38.198946 18.302008 21.601064 36.410608 38.198946 5.819334 4.830686 8.012620 8.944810

Antenna 150: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 35.100023 19.943650 16.910384 35.100023 33.529201 4.508713 5.448662 6.677875 6.128976

Antenna 150: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 100.247519 37.094997 31.707924 100.247519 95.836009 17.150173 21.503843 13.710481 12.204853

Antenna 150: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 41.726137 18.893706 22.984379 39.951475 41.726137 9.117758 5.546235 7.205946 5.215657

Antenna 150: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 67.124553 30.337730 25.262617 67.124553 64.470350 12.760909 15.068261 14.479785 12.963230

Antenna 150: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 79.915177 26.013633 31.589456 76.087504 79.915177 38.272294 29.092219 22.328000 25.696440

Antenna 150: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 28.254204 11.313311 13.324362 26.856001 28.254204 3.412493 2.923188 5.064780 5.638028

Antenna 150: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 42.796403 17.838263 21.511943 40.338117 42.796403 8.087402 5.483377 6.367484 7.907269

Antenna 150: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 40.130439 14.884053 12.667495 40.130439 38.309905 5.921308 6.870627 7.923619 7.032462

Antenna 150: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 38.384092 19.144336 23.277460 36.448276 38.384092 11.153360 8.263250 5.433851 6.097414

Antenna 150: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 32.988325 15.574368 19.201088 31.113226 32.988325 8.771559 5.876540 5.660648 6.822846

Antenna 150: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 41.127334 25.974855 21.447206 41.127334 38.917075 6.997544 9.700580 7.751922 7.141112

Antenna 150: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 94.019127 24.151763 29.454583 89.965898 94.019127 25.782637 18.728775 8.313875 8.572415

Antenna 150: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 96.502990 27.617195 31.905142 92.460832 96.502990 27.976108 26.053109 6.347840 6.942123

Antenna 150: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 40.737470 19.443969 23.866940 38.616023 40.737470 7.317026 5.234120 8.118302 8.784192

Antenna 150: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 52.017124 18.297017 22.442789 49.309934 52.017124 12.066676 9.787616 8.813849 9.542854

Antenna 150: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Shape 14.214169 14.214169 13.308243 6.598252 7.757081 0.531159 1.699900 6.999290 10.143412

Antenna 150: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 Not Found ee Shape 26.928043 23.883690 26.928043 11.350864 10.882652 0.561738 0.724051 7.664473 6.516569

Antenna 150: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 35.507596 23.137887 18.320691 35.507596 33.512740 7.375857 7.437897 8.801258 7.109215

Antenna 150: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Shape 14.674306 14.674306 14.318933 7.067094 8.261405 0.633621 1.205947 8.927182 12.647589

Antenna 150: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 144.313957 24.612041 28.400202 138.194153 144.313957 27.209812 25.076451 12.465123 13.717902

Antenna 150: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Shape 16.175949 16.175949 15.130398 10.303318 11.578329 1.746312 3.082478 5.211769 7.819962

Antenna 150: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 150: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Shape 18.369515 18.369515 18.040105 11.100004 13.606075 2.164759 3.078857 7.904871 11.203331

Antenna 150: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 112.498684 21.398039 26.728824 106.281363 112.498684 27.475541 25.344020 12.079170 14.372488

Antenna 150: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 45.068083 17.445785 15.083613 45.068083 42.792541 7.466363 8.351701 8.404191 7.516762

Antenna 150: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Shape 14.799236 13.955954 14.799236 7.501079 6.233270 2.330699 1.503343 7.271663 4.676466

Antenna 150: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Shape 13.847229 12.927746 13.847229 7.602642 6.485808 1.318352 0.835645 7.115616 5.269702

Antenna 150: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Shape 18.115910 17.152721 18.115910 8.693675 7.179564 0.568565 0.570637 8.718004 5.628342

Antenna 150: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 87.349779 30.238907 21.920154 87.349779 82.271478 34.818412 35.703357 9.245962 8.209221

Antenna 150: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Shape 13.906218 13.906218 12.961395 6.597305 7.725379 0.924806 1.535430 5.574334 7.308682

Antenna 150: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Shape 12.360391 11.497645 12.360391 8.211419 7.026049 1.884272 1.115123 5.220922 3.569362

Antenna 150: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Shape 9.360336 8.773216 9.360336 4.803647 4.009301 1.226807 0.385528 7.864446 5.004022

Antenna 150: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Shape 13.036890 12.552256 13.036890 6.063205 4.985852 1.916732 1.565249 8.254906 5.837047

Antenna 150: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Shape 10.877360 10.227059 10.877360 5.299563 4.237435 0.772968 0.812291 4.343691 2.881359

Antenna 150: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 118.497838 31.851591 37.208349 113.802164 118.497838 23.207112 21.287283 17.681146 19.548728

Antenna 150: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Shape 9.494113 9.494113 8.673600 6.317150 7.390242 1.525382 2.262132 2.086384 3.415387

Antenna 150: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Shape 10.431984 9.705949 10.431984 6.119624 5.080429 2.185531 1.226470 7.126215 4.898349

Antenna 150: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Shape 11.966613 11.966613 11.410278 7.017093 8.551140 1.135409 2.268366 6.077592 9.711871

Antenna 150: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Shape 11.763737 11.763737 11.498567 4.221544 5.293340 1.311241 1.721610 4.651226 6.729893

Antenna 150: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Shape 10.688250 10.688250 10.272151 4.051507 5.036980 1.050972 1.445261 5.578853 7.850653

Antenna 150: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 150: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Shape 13.560949 12.907298 13.560949 7.500712 6.341519 2.142808 1.407261 8.049942 5.313669

Antenna 150: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Temporal Discontinuties 290.180128 27.560349 26.104209 164.716496 158.945373 96.163780 93.707224 226.843535 290.180128

Antenna 150: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 3.357223 2.425690 2.943300 3.357223 2.852072 0.711717 0.868335 3.114983 1.969390

Antenna 150: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 3.734876 2.063567 2.546084 3.734876 3.254704 1.503109 0.396379 3.565635 2.496255

Antenna 150: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 118.747547 23.479343 27.778835 113.012646 118.747547 27.352595 24.919014 22.635998 25.106974

Antenna 150: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Temporal Discontinuties 2.150642 -0.352460 -0.078125 1.412139 1.269367 0.558058 0.673412 2.150642 1.575497

Antenna 150: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Temporal Discontinuties 3.132549 1.492418 1.945877 3.037932 2.702275 1.166997 0.653889 3.132549 2.299193

Antenna 150: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 150: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 13.539772 9.432316 9.632952 13.539772 11.606343 4.007809 1.804301 8.670260 7.281657

Antenna 150: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 67.843782 20.423517 26.938634 63.589755 67.843782 8.407062 11.465337 7.523589 9.064567

Antenna 150: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 36.887130 26.028545 19.902124 36.887130 34.708433 11.827201 8.266104 6.755043 5.926193

Antenna 150: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Temporal Discontinuties 16272.051970 5342.869818 5342.869818 5001.432347 5001.432347 3336.024577 3336.024577 16272.051970 16272.051970

Antenna 150: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Temporal Discontinuties 3708.546407 1006.825127 1006.825127 906.321305 906.321305 929.414575 929.414575 3708.546407 3708.546407

Antenna 150: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance ee Temporal Discontinuties 2396.299137 735.386127 735.386127 712.800195 712.800195 722.796042 722.796042 2396.299137 2396.299137

Antenna 150: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 75.603342 31.999540 27.082760 75.603342 72.133672 18.873651 19.900824 8.313165 7.196143

Antenna 150: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 74.166781 15.505197 20.314781 69.743595 74.166781 21.567011 15.651680 21.813763 19.237412

Antenna 150: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 150: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 70.093235 19.516583 24.282869 65.445419 70.093235 9.132640 7.968795 9.677485 11.668420

Antenna 150: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 74.516962 19.527060 22.712611 70.235251 74.516962 14.762436 11.624021 13.414273 15.595989

Antenna 150: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 54.567108 20.918205 26.685223 51.654731 54.567108 23.879512 26.481742 8.197761 10.060408

Antenna 150: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 150: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 150: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 49.831115 21.568242 18.087235 49.831115 47.392620 9.572570 11.637734 1.158596 0.719664

Antenna 150: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 48.700217 24.373161 20.669315 48.700217 46.447087 9.296346 11.739073 1.372517 0.915888

Antenna 150: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 61.501964 20.063024 23.806506 58.294227 61.501964 7.458128 6.230711 1.275208 1.943091

Antenna 150: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 73.487883 27.541465 22.531588 73.487883 69.216829 18.458302 17.408768 6.910560 5.519666

Antenna 150: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 61.250412 20.881248 25.489410 57.789227 61.250412 24.257077 22.689709 4.818898 6.027976

Antenna 150: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 150: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 85.517232 25.931203 30.701698 81.224371 85.517232 29.973012 30.494259 6.622714 8.020192

Antenna 150: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 63.628767 23.281583 19.418559 63.628767 59.791727 10.145826 10.998209 1.912027 1.576281

Antenna 150: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 64.482892 29.910419 26.175861 64.482892 61.150060 36.615600 33.179687 8.955948 8.708002

Antenna 150: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 150: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 12.763329 11.209303 11.025099 12.763329 10.508731 1.919953 1.180823 8.269511 6.280948

Antenna 150: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 87.564485 21.302231 24.822462 82.885970 87.564485 32.686542 32.306940 33.223175 30.318079

Antenna 150: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 150: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Temporal Discontinuties 3.298868 0.466469 0.558759 0.338716 3.248544 0.351066 2.220440 2.723352 3.298868

Antenna 150: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 127.270263 32.555042 27.907941 127.270263 120.956923 54.422671 54.342532 11.488924 9.522276

Antenna 150: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Shape 11.864903 11.667165 11.864903 8.565788 10.549286 2.460933 7.447564 6.717659 10.081104

Antenna 150: 2459661

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 97.494610 28.343733 22.697119 97.494610 92.351897 28.712447 28.456160 14.940063 17.448565

Antenna 150: 2459660

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 87.214921 18.053506 19.806763 81.975532 87.214921 32.425089 31.912351 7.833765 7.412071

Antenna 150: 2459659

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 73.037306 24.622739 21.033397 73.037306 68.869180 32.464710 32.458309 13.563988 11.523690

Antenna 150: 2459658

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 62.762981 25.179321 20.761221 62.762981 59.540599 22.279966 21.955757 14.444740 12.362919

Antenna 150: 2459657

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 80.505169 28.317823 24.037918 80.505169 76.012662 29.701379 29.283252 11.488460 16.045632

Antenna 150: 2459656

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 59.450297 25.475029 22.912017 59.450297 55.738566 28.615758 28.245178 12.241029 10.132098

Antenna 150: 2459655

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Shape 15.533239 14.452369 15.533239 9.956373 12.345751 0.901939 2.120635 5.443233 7.875605

Antenna 150: 2459653

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 60.272785 24.973450 23.232240 60.272785 57.001895 29.988111 28.541503 3.725774 3.291676

Antenna 150: 2459652

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 84.856924 29.379467 32.764610 80.111366 84.856924 29.325125 30.173862 5.371268 6.231032

Antenna 150: 2459651

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 92.004927 32.925572 36.401172 87.486387 92.004927 13.114096 13.405709 18.498794 17.508688

Antenna 150: 2459650

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 15 RF_maintenance nn Power 80.031431 25.822669 22.117299 80.031431 75.754772 24.230808 25.191085 21.360753 21.253838